Tesco Clubcard’s New AI Feature: What It Does and How to Use It

Key Takeaways

• The tesco clubcard ai feature is an AI-powered meal-planning assistant built into the Tesco app, which uses your Clubcard purchase history to suggest personalised recipes.
• Tesco trialled it with around 280,000 colleagues from April 2026, and the wider customer rollout began in September 2026 — it is still being extended, so not every shopper has it yet.
• It was built by Tesco’s in-house app, data science and engineering teams working with Tomoro AI, a UK-based AI consultancy, under strict secrecy since autumn 2025.
• Confirmed functions: conversational meal ideas, search by cost or cuisine, dietary tailoring, cooking with ingredients you already have, and product recommendations tied to recipes.
• Tesco has disclosed no brand name, no in-app access steps, no pricing, and no privacy or opt-in details — treat any “how-to” claiming those specifics with caution.

Introduction

The UK’s biggest supermarket has quietly put an AI assistant in millions of shoppers’ pockets. Tesco’s new Clubcard AI feature — an AI-powered meal-planning assistant inside the Tesco app — is now rolling out to customers after months of internal testing. It promises to answer the eternal 6pm question (“what’s for dinner?”) using something no recipe site has: your actual shopping history.

The launch has generated breathless headlines, including claims that the tool will “do your shopping for you.” As usual, the reality is more interesting — and more limited — than the headlines. Here is what the feature actually does, how far the rollout has gone, and what Tesco still hasn’t told us.

What the Tesco Clubcard AI Feature Actually Is

Strip away the hype and you get this: a two-way conversational AI assistant embedded in the Tesco app, focused on meal planning, which draws on your Clubcard purchase data to personalise its suggestions. Tesco has not given it a brand name — official documents simply call it the “AI-powered meal planning assistant.”

It is not, despite some tabloid framing, an agent that fully does your shopping for you. It plans meals, suggests recipes, and recommends products tied to those recipes. The distinction matters: this is a planning copilot, not an autonomous shopper.

Tesco CEO Ken Murphy, in the company’s Interim Results for 2026/27, described the strategy in plain terms: “We are also making strong progress on AI-enabled personalisation, extending Your Clubcard Prices and beginning the customer rollout of our meal planning assistant, helping customers manage their busy lives.” Earlier, in April 2026, he had sketched the longer-term vision, saying the assistant “has the potential to transform the way people shop with us – harnessing the power of AI to personalise the shopping experience for our customers in ways that ultimately save them time and money.”

The scale of the potential audience is enormous: Tesco says more than 23 million UK households hold a Clubcard (an Adobe announcement from April 2026 put the figure above 24 million). Even a fraction of that base makes this one of the largest consumer AI rollouts in British retail history.

Timeline: From Secret Project to Your Phone

• Autumn 2025 — Development begins under “strict secrecy protocols,” with Tesco’s in-house app, data science and engineering teams working alongside Tomoro AI, a UK-based AI consultancy founded in 2023 that describes itself as operating “in alliance with OpenAI.” (Note: OpenAI did not build this — Tomoro is a separate consultancy.)
• April 2026 — The assistant launches internally, trialled with approximately 280,000 Tesco colleagues.
• September 2026 — The wider customer rollout begins, in phases.
• Early October 2026 — Tesco confirms the rollout in its Interim Results (published around October 7, 2026); media coverage describes the customer launch as underway “this week.”

There was no single launch day with a big red button. This is a phased rollout, which means availability varies — if you can’t find it in your Tesco app yet, that is expected, not a bug.

What It Can Do Today

Based on Tesco’s statements and reporting from retail-industry outlets, the confirmed functions are:

• Conversational meal ideas. A natural, two-way chat interface — you describe what you fancy, and it responds with personalised recipe inspiration.
• Search by cost or cuisine. Ask for cheap weeknight dinners, Italian dishes, or both; it filters accordingly.
• Dietary tailoring. It adapts suggestions to your dietary preferences through back-and-forth conversation.
• Cooking with what you have. List ingredients already sitting in your kitchen, and it builds dishes around them — a direct play at reducing food waste.
• Purchase-history personalisation. This is the clever bit: the assistant uses your Clubcard purchase history to infer what is likely in your cupboards and fridge, so suggestions start from your real habits rather than generic recipes.
• Basket recommendations. It can recommend products tied to suggested recipes, drawing on your purchase history and stored preferences — a short hop from “here’s a recipe” to “here’s your basket.”

Tesco’s stated goals: save shoppers time, stress and money, and cut food waste. The assistant is positioned as the first step in a bigger plan — the company intends to widen its role over time beyond meal inspiration into more of the weekly shop.

How to Use It: An Honest Guide

Here is where we have to be straight with you: Tesco has not published step-by-step instructions for finding or using the assistant. No source we found describes which tab or menu it lives under in the Tesco app, whether there is a waitlist, or whether it costs anything.

What we can say, based on confirmed functions:

1. You need the Tesco app and a Clubcard. The assistant is tied to Clubcard purchase data, so both are prerequisites.
2. Check for the rollout. Because the launch is phased, availability differs by account — make sure your app is updated to the latest version.
3. Start a conversation. Once you have access, the interaction is a two-way chat: describe your constraints (budget, cuisine, dietary needs, ingredients on hand) and iterate.
4. Review before you buy. Treat basket recommendations as suggestions, not orders — check the products and prices before committing.

We will update this article if Tesco publishes official access instructions. Until then, be skeptical of any guide claiming to show exact taps and menus — those details have not been disclosed.

What It Isn’t: Clearing Up the Confusion

Tesco has several AI-adjacent initiatives, and they are easy to mix up. Keep them straight:

• Not “Your Clubcard Prices.” That is a separate personalised-pricing feature, extended to around 2.5 million customers. Different tool, different job.
• Not “Clubcard Challenges.” That was a separate AI-powered challenges feature from April 2024 — two and a half years old.
• Not the Tesco–Adobe partnership. Announced in April 2026, that is a separate AI marketing and personalisation initiative using Adobe’s agentic AI, plus a Clubcard rewards portal launched in October 2026.
• Not built by OpenAI. Tesco’s teams built it with Tomoro AI, a UK consultancy “in alliance with OpenAI.” The distinction matters for anyone asking where your data goes.

The Privacy Question Tesco Hasn’t Answered

Here is the section Tesco would probably rather you didn’t read too closely. The assistant personalises using your Clubcard purchase history and stored preferences — that is confirmed across multiple sources. What is not confirmed, anywhere we looked:

• How opt-in or opt-out works — is it on by default? Can you disable personalisation while keeping the chat?
• How long conversation and purchase data is retained.
• Whether any data is shared with Tomoro AI or other third parties, and under what terms.
• What consent screens, if any, appear on first use.

For a tool whose entire value proposition is “we know what you buy,” the absence of public privacy mechanics is conspicuous. Shoppers who care about data minimisation should look for in-app privacy settings and disclosures before diving in — and Tesco should publish them. This is worth watching: UK data-protection scrutiny of AI personalisation is only intensifying.

What to Watch Next

Three things will determine whether this becomes a genuine shift in grocery retail or another forgotten app tab:

1. Uptake. Will shoppers actually plan meals with it, or is the 6pm dinner question too habitual to disrupt?
2. Expansion. Tesco’s stated plan is to grow the assistant beyond meal planning into the broader shop. Watch for announcements.
3. Competitors. If the colleague trial and rollout numbers impress, expect Sainsbury’s, Asda and Morrisons to answer with their own AI assistants — the UK grocery AI race is just starting.

For the wider picture of how AI is reshaping retail, see our roundup of 5 AI trends for CPG and retail — and for a cautionary tale about AI customer interactions going wrong at a UK supermarket, the Aldi AI response complaint story is instructive.

Tesco’s meal-planning assistant is real, it is rolling out now, and it is built on one of the richest grocery datasets in the world. Whether shoppers embrace it — and whether Tesco gets the privacy story right — will decide if this is the future of the weekly shop or just a clever feature in search of a habit.